{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         date  threshold   density  \\\n",
      "0  2015-06-05        0.1  0.909613   \n",
      "1  2016-01-08        0.1  0.898127   \n",
      "3  2017-03-20        0.1  0.878652   \n",
      "4  2017-10-20        0.1  0.876654   \n",
      "5  2018-05-29        0.1  0.891136   \n",
      "6  2019-01-02        0.1  0.938577   \n",
      "\n",
      "                                          max_clique  clique_size  \\\n",
      "0  ['ABT', 'ACN', 'AGN', 'AIG', 'AMZN', 'BA', 'BM...           43   \n",
      "1  ['AAPL', 'ABBV', 'ABT', 'ACN', 'AGN', 'AIG', '...           40   \n",
      "3  ['AXP', 'BA', 'BAC', 'EMR', 'EXC', 'FB', 'GD',...           23   \n",
      "4  ['AAPL', 'ACN', 'AIG', 'ALL', 'AMZN', 'BA', 'D...           27   \n",
      "5  ['AAPL', 'ABT', 'ALL', 'BAC', 'BK', 'BMY', 'CO...           30   \n",
      "6  ['AAPL', 'ABBV', 'ABT', 'ACN', 'AIG', 'ALL', '...           70   \n",
      "\n",
      "   valid_clique  computation_time  \n",
      "0          True          0.008398  \n",
      "1          True          0.008361  \n",
      "3          True          0.008514  \n",
      "4          True          0.008516  \n",
      "5          True          0.008353  \n",
      "6          True          0.008241  \n"
     ]
    }
   ],
   "source": [
    "# Import libraries and dataframes\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = \"sp100\" # Values: asset_class, sectors, ftse\n",
    "\n",
    "quant_res_df = pd.read_csv(\"maxclique_quant_%s_res.csv\" % (dataset))\n",
    "class_res_df = pd.read_csv(\"maxclique_class_%s_res.csv\" % (dataset))\n",
    "\n",
    "quant_res_df = quant_res_df.drop(axis=1, columns=['Unnamed: 0'])\n",
    "class_res_df = class_res_df.drop(axis=1, columns=['Unnamed: 0'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert quant_res_df.shape == class_res_df.shape and quant_res_df.columns.equals(class_res_df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot score vs time for each threshold\n",
    "thresholds = quant_res_df['threshold'].unique()\n",
    "\n",
    "i = 1\n",
    "for thresh in thresholds:\n",
    "    quant_series = quant_res_df[(quant_res_df.threshold == thresh) & \n",
    "                                (quant_res_df.valid_clique == True)]\n",
    "    class_series = class_res_df[(class_res_df.threshold == thresh) & \n",
    "                                (class_res_df.valid_clique == True)]\n",
    "    class_series = class_series[class_series['date'].isin(quant_series['date'])]\n",
    "    \n",
    "    assert quant_series.shape == class_series.shape\n",
    "    \n",
    "    fig = plt.figure(i)\n",
    "    plt.subplots(figsize=(20,10))\n",
    "    \n",
    "    plt.subplot(221)\n",
    "    plt.title('Clique Size vs. Date for MCP using Dataset %s with Threshold %.2f' % (dataset, thresh))\n",
    "    plt.ylabel('Clique Size')\n",
    "    plt.xlabel('Date')\n",
    "    \n",
    "    plt.plot(quant_series[\"date\"], quant_series['clique_size'], 'g--', label='Quantum Algorithm')\n",
    "    plt.plot(quant_series[\"date\"], class_series['clique_size'], 'r--', label='Classical Algorithm')\n",
    "    plt.legend(loc=0, prop={'size': 13})\n",
    "    plt.xticks(ticks=quant_series['date'][::4], \n",
    "              labels=[x[0:7] for x in quant_series['date']])\n",
    "    \n",
    "    plt.subplot(222)\n",
    "    plt.title('Graph Density vs. Date for MCP using Dataset %s with Threshold %.2f' % (dataset, thresh))\n",
    "    plt.plot(quant_series['date'], quant_series['density'], '--')\n",
    "    plt.xticks(ticks=quant_series['date'][::4], \n",
    "              labels=[x[0:7] for x in quant_series['date']])\n",
    "    plt.ylabel(\"Density\")\n",
    "    plt.xlabel(\"Date\")\n",
    "    \n",
    "    \n",
    "    plt.subplot(223)\n",
    "    plt.title('Computational Time vs. Date for MCP using Dataset %s with Threshold %.2f' % (dataset, thresh))\n",
    "    plt.ylabel('Computation Time (s)')\n",
    "    plt.xlabel('Date')\n",
    "    \n",
    "    plt.plot(quant_series[\"date\"], quant_series['computation_time'], 'g--', label='Quantum Algorithm')\n",
    "    plt.plot(quant_series[\"date\"], class_series['computation_time'], 'r--', label='Classical Algorithm')\n",
    "    plt.legend(loc=0, prop={'size': 13})\n",
    "    plt.xticks(ticks=quant_series['date'][::4], \n",
    "              labels=[x[0:7] for x in quant_series['date']])\n",
    "    \n",
    "    i += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1cd37d42470>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Computational Time vs. Density for MCP using Dataset %s' % (dataset))\n",
    "plt.ylabel('Computation Time (s)')\n",
    "plt.xlabel('Density')\n",
    "\n",
    "plt.scatter(quant_res_df[\"density\"], quant_res_df['computation_time'], c='g', s=2, label='Quantum Algorithm')\n",
    "plt.scatter(class_res_df[\"density\"], class_res_df['computation_time'], c='r', s=2, label='Classical Algorithm')\n",
    "plt.legend(loc=0, prop={'size': 13})\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dates_formatted = [pd.to_datetime(d) for d in quant_res_df['date']]\n",
    "x = list(range(len(quant_res_df['date'])))\n",
    "\n",
    "fig = plt.figure(figsize=(20,15))\n",
    "\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x, quant_res_df['density'], quant_res_df['computation_time'])\n",
    "ax.xaxis.set_ticks(x)\n",
    "ax.xaxis.set_ticklabels(dates_formatted)\n",
    "ax.xaxis.labelpad = 20\n",
    "ax.yaxis.labelpad = 10\n",
    "ax.zaxis.labelpad = 10\n",
    "ax.set_zlabel('Computation Time (s)')\n",
    "\n",
    "plt.locator_params(axis='x', nbins=10)\n",
    "plt.tight_layout()\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Density')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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